{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 分析远程图像"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{\"categories\": [{\"name\": \"people_group\", \"score\": 0.390625, \"detail\": {\"celebrities\": []}}, {\"name\": \"people_many\", \"score\": 0.3984375, \"detail\": {\"celebrities\": []}}], \"color\": {\"dominantColorForeground\": \"Orange\", \"dominantColorBackground\": \"Green\", \"dominantColors\": [], \"accentColor\": \"B33318\", \"isBwImg\": false, \"isBWImg\": false}, \"description\": {\"tags\": [\"grass\", \"outdoor\", \"person\", \"field\", \"soccer\", \"playing\", \"child\", \"group\", \"young\", \"boy\", \"ball\", \"people\", \"park\", \"game\", \"man\", \"sitting\", \"little\", \"standing\", \"grassy\", \"player\", \"girl\", \"holding\", \"team\", \"woman\"], \"captions\": [{\"text\": \"a group of people playing football on a field\", \"confidence\": 0.8879501718500399}]}, \"requestId\": \"4be5708a-f0bb-46f5-a019-a94544bbc498\", \"metadata\": {\"height\": 1080, \"width\": 1440, \"format\": \"Jpeg\"}}\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import requests\n",
    "# If you are using a Jupyter notebook, uncomment the following line.\n",
    "# %matplotlib inline\n",
    "import matplotlib.pyplot as plt\n",
    "import json\n",
    "from PIL import Image\n",
    "from io import BytesIO\n",
    "\n",
    "# Add your Computer Vision subscription key and endpoint to your environment variables.\n",
    "# if 'COMPUTER_VISION_SUBSCRIPTION_KEY' in os.environ:\n",
    "#     subscription_key = os.environ['COMPUTER_VISION_SUBSCRIPTION_KEY']\n",
    "# else:\n",
    "#     print(\"\\nSet the COMPUTER_VISION_SUBSCRIPTION_KEY environment variable.\\n**Restart your shell or IDE for changes to take effect.**\")\n",
    "#     sys.exit()\n",
    "\n",
    "endpoint = \"https://hupeiqicomputer.cognitiveservices.azure.com/\"\n",
    "# if 'COMPUTER_VISION_ENDPOINT' in os.environ:\n",
    "#     endpoint = os.environ['COMPUTER_VISION_ENDPOINT']\n",
    "subscription_key = \"39501764e7214066a0337c83579499d3\"\n",
    "\n",
    "# base url\n",
    "analyze_url = endpoint+ \"vision/v2.1/analyze\"\n",
    "\n",
    "# Set image_url to the URL of an image that you want to analyze.\n",
    "image_url = \"http://m.qpic.cn/psc?/V13AubRD2hkvIo/TmEUgtj9EK6.7V8ajmQrENq3ipy5S68ar4*Wmwf3*OKobBiJOy*X6TtIXpPourUzi4GefQfg0TWVa7qbH0McHIe3kQQFh8hQ2GRDXThH9uU!/b&bo=oAU4BKAFOAQBSW4!&rf=viewer_4\"\n",
    "\n",
    "headers = {'Ocp-Apim-Subscription-Key': subscription_key}\n",
    "# 参数\n",
    "params = {'visualFeatures': 'Categories,Description,Color'}\n",
    "# 请求主体body\n",
    "data = {'url': image_url}\n",
    "response = requests.post(analyze_url, headers=headers,\n",
    "                         params=params, json=data)\n",
    "response.raise_for_status()\n",
    "\n",
    "# The 'analysis' object contains various fields that describe the image. The most\n",
    "# relevant caption for the image is obtained from the 'description' property.\n",
    "analysis = response.json()\n",
    "print(json.dumps(response.json()))\n",
    "image_caption = analysis[\"description\"][\"captions\"][0][\"text\"].capitalize()\n",
    "\n",
    "# Display the image and overlay it with the caption.\n",
    "image = Image.open(BytesIO(requests.get(image_url).content))\n",
    "plt.imshow(image)\n",
    "plt.axis(\"off\")\n",
    "_ = plt.title(image_caption, size=\"x-large\", y=-0.1)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 分析本地图像"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'categories': [{'name': 'people_', 'score': 0.6015625, 'detail': {'celebrities': [{'name': 'Haha', 'confidence': 0.9966268539428711, 'faceRectangle': {'left': 274, 'top': 56, 'width': 150, 'height': 150}}]}}], 'color': {'dominantColorForeground': 'White', 'dominantColorBackground': 'White', 'dominantColors': ['White', 'Grey'], 'accentColor': '90783B', 'isBwImg': False, 'isBWImg': False}, 'description': {'tags': ['person', 'indoor', 'woman', 'wearing', 'young', 'girl', 'smiling', 'front', 'lady', 'table', 'looking', 'sitting', 'holding', 'green', 'standing', 'female', 'hat', 'hair', 'little', 'head', 'shirt', 'blue', 'kitchen'], 'captions': [{'text': 'Haha wearing a hat and smiling at the camera', 'confidence': 0.9242928431347551}]}, 'requestId': '90f1a7cf-7db7-44e1-8a4b-5b1fabd2ca99', 'metadata': {'height': 347, 'width': 746, 'format': 'Bmp'}}\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import os\n",
    "import sys\n",
    "import requests\n",
    "# If you are using a Jupyter notebook, uncomment the following line.\n",
    "# %matplotlib inline\n",
    "import matplotlib.pyplot as plt\n",
    "from PIL import Image\n",
    "from io import BytesIO\n",
    "\n",
    "# Add your Computer Vision subscription key and endpoint to your environment variables.\n",
    "# if 'COMPUTER_VISION_SUBSCRIPTION_KEY' in os.environ:\n",
    "#     subscription_key = os.environ['COMPUTER_VISION_SUBSCRIPTION_KEY']\n",
    "# else:\n",
    "#     print(\"\\nSet the COMPUTER_VISION_SUBSCRIPTION_KEY environment variable.\\n**Restart your shell or IDE for changes to take effect.**\")\n",
    "#     sys.exit()\n",
    "\n",
    "# if 'COMPUTER_VISION_ENDPOINT' in os.environ:\n",
    "#     endpoint = os.environ['COMPUTER_VISION_ENDPOINT']\n",
    "\n",
    "# analyze_url = endpoint + \"vision/v2.1/analyze\"\n",
    "\n",
    "# Set image_path to the local path of an image that you want to analyze.\n",
    "image_path = \"C:/Users/喜东东/Pictures/Saved Pictures/capture_20191010203252328.bmp\" #此处注意“/”是自己改的，电脑原本是“\\”导致无法运行！！！\n",
    "analyze_url = \"https://hupeiqicomputer.cognitiveservices.azure.com/vision/v2.1/analyze\"\n",
    "# Read the image into a byte array\n",
    "image_data = open(image_path, \"rb\").read()\n",
    "headers = {'Ocp-Apim-Subscription-Key': \"39501764e7214066a0337c83579499d3\",\n",
    "           'Content-Type': 'application/octet-stream'} \n",
    "params = {'visualFeatures': 'Categories,Description,Color'}\n",
    "response = requests.post(\n",
    "    analyze_url, headers=headers, params=params, data=image_data)\n",
    "response.raise_for_status()\n",
    "\n",
    "# The 'analysis' object contains various fields that describe the image. The most\n",
    "# relevant caption for the image is obtained from the 'description' property.\n",
    "analysis = response.json()\n",
    "print(analysis)\n",
    "image_caption = analysis[\"description\"][\"captions\"][0][\"text\"].capitalize()\n",
    "\n",
    "# Display the image and overlay it with the caption.\n",
    "image = Image.open(BytesIO(image_data))\n",
    "plt.imshow(image)\n",
    "plt.axis(\"off\")\n",
    "_ = plt.title(image_caption, size=\"x-large\", y=-0.1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 生成缩略图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Thumbnail is 100-by-100\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import os\n",
    "import sys\n",
    "import requests\n",
    "# If you are using a Jupyter notebook, uncomment the following line.\n",
    "# %matplotlib inline\n",
    "import matplotlib.pyplot as plt\n",
    "from PIL import Image\n",
    "from io import BytesIO\n",
    "\n",
    "# Add your Computer Vision subscription key and endpoint to your environment variables.\n",
    "# if 'COMPUTER_VISION_SUBSCRIPTION_KEY' in os.environ:\n",
    "#     subscription_key = os.environ['COMPUTER_VISION_SUBSCRIPTION_KEY']\n",
    "# else:\n",
    "#     print(\"\\nSet the COMPUTER_VISION_SUBSCRIPTION_KEY environment variable.\\n**Restart your shell or IDE for changes to take effect.**\")\n",
    "#     sys.exit()\n",
    "\n",
    "# if 'COMPUTER_VISION_ENDPOINT' in os.environ:\n",
    "#     endpoint = os.environ['COMPUTER_VISION_ENDPOINT']\n",
    "\n",
    "thumbnail_url = \"https://hupeiqicomputer.cognitiveservices.azure.com/\" + \"vision/v2.1/generateThumbnail\"\n",
    "\n",
    "# Set image_url to the URL of an image that you want to analyze.\n",
    "image_url = \"http://m.qpic.cn/psc?/V13AubRD2hkvIo/TmEUgtj9EK6.7V8ajmQrEPWOfaJO2gh*0bX6VDwlyEhWR8abwUEDW9elCCwT1nrBuUekh8VscglcxSFmChPzTBSkjXQVa*DBTzptxk.v1Xw!/b&bo=OARFBQAAAAABF0w!&rf=viewer_4\"\n",
    "\n",
    "headers = {'Ocp-Apim-Subscription-Key': \"39501764e7214066a0337c83579499d3\"}\n",
    "params = {'width': '100', 'height': '100', 'smartCropping': 'true'}\n",
    "data = {'url': image_url}\n",
    "response = requests.post(thumbnail_url, headers=headers,\n",
    "                         params=params, json=data)\n",
    "response.raise_for_status()\n",
    "\n",
    "thumbnail = Image.open(BytesIO(response.content))\n",
    "\n",
    "# Display the thumbnail.\n",
    "plt.imshow(thumbnail)\n",
    "plt.axis(\"off\")\n",
    "\n",
    "# Verify the thumbnail size.\n",
    "print(\"Thumbnail is {0}-by-{1}\".format(*thumbnail.size))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 提取文本"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 提取印刷体文本"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{\n",
      "    \"status\": \"running\",\n",
      "    \"createdDateTime\": \"2020-10-24T14:00:05Z\",\n",
      "    \"lastUpdatedDateTime\": \"2020-10-24T14:00:05Z\"\n",
      "}\n",
      "{\n",
      "    \"status\": \"succeeded\",\n",
      "    \"createdDateTime\": \"2020-10-24T14:00:05Z\",\n",
      "    \"lastUpdatedDateTime\": \"2020-10-24T14:00:05Z\",\n",
      "    \"analyzeResult\": {\n",
      "        \"version\": \"3.0.0\",\n",
      "        \"readResults\": [\n",
      "            {\n",
      "                \"page\": 1,\n",
      "                \"angle\": 0,\n",
      "                \"width\": 1080,\n",
      "                \"height\": 4666,\n",
      "                \"unit\": \"pixel\",\n",
      "                \"lines\": [\n",
      "                    {\n",
      "                        \"boundingBox\": [\n",
      "                            415,\n",
      "                            489,\n",
      "                            711,\n",
      "                            489,\n",
      "                            711,\n",
      "                            518,\n",
      "                            415,\n",
      "                            517\n",
      "                        ],\n",
      "                        \"text\": \"You know, I realized something.\",\n",
      "                        \"words\": [\n",
      "                            {\n",
      "                                \"boundingBox\": [\n",
      "                                    417,\n",
      "                                    490,\n",
      "                                    449,\n",
      "                                    490,\n",
      "                                    448,\n",
      "                                    517,\n",
      "                                    415,\n",
      "                                    517\n",
      "                                ],\n",
      "                                \"text\": \"You\",\n",
      "                                \"confidence\": 0.987\n",
      "                            },\n",
      "                            {\n",
      "                                \"boundingBox\": [\n",
      "                                    455,\n",
      "                                    490,\n",
      "                                    507,\n",
      "                                    490,\n",
      "                                    505,\n",
      "                                    517,\n",
      "                                    453,\n",
      "                                    517\n",
      "                                ],\n",
      "                                \"text\": \"know,\",\n",
      "                                \"confidence\": 0.976\n",
      "                            },\n",
      "                            {\n",
      "                                \"boundingBox\": [\n",
      "                                    512,\n",
      "                                    490,\n",
      "                                    517,\n",
      "                                    490,\n",
      "                                    516,\n",
      "                                    517,\n",
      "                                    510,\n",
      "                                    517\n",
      "                                ],\n",
      "                                \"text\": \"I\",\n",
      "                                \"confidence\": 0.925\n",
      "                            },\n",
      "                            {\n",
      "                                \"boundingBox\": [\n",
      "                                    523,\n",
      "                                    490,\n",
      "                                    592,\n",
      "                                    490,\n",
      "                                    591,\n",
      "                                    518,\n",
      "                                    521,\n",
      "                                    517\n",
      "                                ],\n",
      "                                \"text\": \"realized\",\n",
      "                                \"confidence\": 0.983\n",
      "                            },\n",
      "                            {\n",
      "                                \"boundingBox\": [\n",
      "                                    598,\n",
      "                                    490,\n",
      "                                    712,\n",
      "                                    491,\n",
      "                                    711,\n",
      "                                    519,\n",
      "                                    596,\n",
      "                                    518\n",
      "                                ],\n",
      "                                \"text\": \"something.\",\n",
      "                                \"confidence\": 0.976\n",
      "                            }\n",
      "                        ]\n",
      "                    },\n",
      "                    {\n",
      "                        \"boundingBox\": [\n",
      "                            450,\n",
      "                            1008,\n",
      "                            676,\n",
      "                            1009,\n",
      "                            676,\n",
      "                            1038,\n",
      "                            450,\n",
      "                            1036\n",
      "                        ],\n",
      "                        \"text\": \"The universe can't stop us.\",\n",
      "                        \"words\": [\n",
      "                            {\n",
      "                                \"boundingBox\": [\n",
      "                                    451,\n",
      "                                    1008,\n",
      "                                    471,\n",
      "                                    1008,\n",
      "                                    470,\n",
      "                                    1036,\n",
      "                                    451,\n",
      "                                    1036\n",
      "                                ],\n",
      "                                \"text\": \"The\",\n",
      "                                \"confidence\": 0.654\n",
      "                            },\n",
      "                            {\n",
      "                                \"boundingBox\": [\n",
      "                                    476,\n",
      "                                    1008,\n",
      "                                    550,\n",
      "                                    1009,\n",
      "                                    550,\n",
      "                                    1038,\n",
      "                                    476,\n",
      "                                    1036\n",
      "                                ],\n",
      "                                \"text\": \"universe\",\n",
      "                                \"confidence\": 0.983\n",
      "                            },\n",
      "                            {\n",
      "                                \"boundingBox\": [\n",
      "                                    556,\n",
      "                                    1009,\n",
      "                                    599,\n",
      "                                    1010,\n",
      "                                    598,\n",
      "                                    1038,\n",
      "                                    555,\n",
      "                                    1038\n",
      "                                ],\n",
      "                                \"text\": \"can't\",\n",
      "                                \"confidence\": 0.956\n",
      "                            },\n",
      "                            {\n",
      "                                \"boundingBox\": [\n",
      "                                    604,\n",
      "                                    1010,\n",
      "                                    642,\n",
      "                                    1010,\n",
      "                                    641,\n",
      "                                    1038,\n",
      "                                    604,\n",
      "                                    1038\n",
      "                                ],\n",
      "                                \"text\": \"stop\",\n",
      "                                \"confidence\": 0.986\n",
      "                            },\n",
      "                            {\n",
      "                                \"boundingBox\": [\n",
      "                                    648,\n",
      "                                    1010,\n",
      "                                    677,\n",
      "                                    1010,\n",
      "                                    676,\n",
      "                                    1037,\n",
      "                                    647,\n",
      "                                    1038\n",
      "                                ],\n",
      "                                \"text\": \"us.\",\n",
      "                                \"confidence\": 0.967\n",
      "                            }\n",
      "                        ]\n",
      "                    },\n",
      "                    {\n",
      "                        \"boundingBox\": [\n",
      "                            294,\n",
      "                            1526,\n",
      "                            826,\n",
      "                            1526,\n",
      "                            826,\n",
      "                            1552,\n",
      "                            294,\n",
      "                            1552\n",
      "                        ],\n",
      "                        \"text\": \"'Cause we've crossed galaxies. We've traveled through time.\",\n",
      "                        \"words\": [\n",
      "                            {\n",
      "                                \"boundingBox\": [\n",
      "                                    295,\n",
      "                                    1528,\n",
      "                                    350,\n",
      "                                    1527,\n",
      "                                    351,\n",
      "                                    1552,\n",
      "                                    295,\n",
      "                                    1553\n",
      "                                ],\n",
      "                                \"text\": \"'Cause\",\n",
      "                                \"confidence\": 0.634\n",
      "                            },\n",
      "                            {\n",
      "                                \"boundingBox\": [\n",
      "                                    355,\n",
      "                                    1527,\n",
      "                                    405,\n",
      "                                    1527,\n",
      "                                    406,\n",
      "                                    1552,\n",
      "                                    356,\n",
      "                                    1552\n",
      "                                ],\n",
      "                                \"text\": \"we've\",\n",
      "                                \"confidence\": 0.948\n",
      "                            },\n",
      "                            {\n",
      "                                \"boundingBox\": [\n",
      "                                    410,\n",
      "                                    1527,\n",
      "                                    477,\n",
      "                                    1526,\n",
      "                                    478,\n",
      "                                    1551,\n",
      "                                    411,\n",
      "                                    1552\n",
      "                                ],\n",
      "                                \"text\": \"crossed\",\n",
      "                                \"confidence\": 0.984\n",
      "                            },\n",
      "                            {\n",
      "                                \"boundingBox\": [\n",
      "                                    482,\n",
      "                                    1526,\n",
      "                                    559,\n",
      "                                    1526,\n",
      "                                    559,\n",
      "                                    1551,\n",
      "                                    483,\n",
      "                                    1551\n",
      "                                ],\n",
      "                                \"text\": \"galaxies.\",\n",
      "                                \"confidence\": 0.968\n",
      "                            },\n",
      "                            {\n",
      "                                \"boundingBox\": [\n",
      "                                    564,\n",
      "                                    1526,\n",
      "                                    618,\n",
      "                                    1527,\n",
      "                                    618,\n",
      "                                    1551,\n",
      "                                    564,\n",
      "                                    1551\n",
      "                                ],\n",
      "                                \"text\": \"We've\",\n",
      "                                \"confidence\": 0.976\n",
      "                            },\n",
      "                            {\n",
      "                                \"boundingBox\": [\n",
      "                                    623,\n",
      "                                    1527,\n",
      "                                    693,\n",
      "                                    1527,\n",
      "                                    693,\n",
      "                                    1551,\n",
      "                                    623,\n",
      "                                    1551\n",
      "                                ],\n",
      "                                \"text\": \"traveled\",\n",
      "                                \"confidence\": 0.971\n",
      "                            },\n",
      "                            {\n",
      "                                \"boundingBox\": [\n",
      "                                    698,\n",
      "                                    1527,\n",
      "                                    770,\n",
      "                                    1528,\n",
      "                                    770,\n",
      "                                    1552,\n",
      "                                    698,\n",
      "                                    1551\n",
      "                                ],\n",
      "                                \"text\": \"through\",\n",
      "                                \"confidence\": 0.982\n",
      "                            },\n",
      "                            {\n",
      "                                \"boundingBox\": [\n",
      "                                    775,\n",
      "                                    1528,\n",
      "                                    826,\n",
      "                                    1529,\n",
      "                                    825,\n",
      "                                    1552,\n",
      "                                    775,\n",
      "                                    1552\n",
      "                                ],\n",
      "                                \"text\": \"time.\",\n",
      "                                \"confidence\": 0.954\n",
      "                            }\n",
      "                        ]\n",
      "                    },\n",
      "                    {\n",
      "                        \"boundingBox\": [\n",
      "                            364,\n",
      "                            2045,\n",
      "                            756,\n",
      "                            2044,\n",
      "                            757,\n",
      "                            2072,\n",
      "                            364,\n",
      "                            2073\n",
      "                        ],\n",
      "                        \"text\": \"We've survived the bottom of the Atlantic\",\n",
      "                        \"words\": [\n",
      "                            {\n",
      "                                \"boundingBox\": [\n",
      "                                    372,\n",
      "                                    2046,\n",
      "                                    424,\n",
      "                                    2045,\n",
      "                                    423,\n",
      "                                    2073,\n",
      "                                    371,\n",
      "                                    2073\n",
      "                                ],\n",
      "                                \"text\": \"We've\",\n",
      "                                \"confidence\": 0.984\n",
      "                            },\n",
      "                            {\n",
      "                                \"boundingBox\": [\n",
      "                                    429,\n",
      "                                    2045,\n",
      "                                    504,\n",
      "                                    2045,\n",
      "                                    503,\n",
      "                                    2072,\n",
      "                                    428,\n",
      "                                    2073\n",
      "                                ],\n",
      "                                \"text\": \"survived\",\n",
      "                                \"confidence\": 0.981\n",
      "                            },\n",
      "                            {\n",
      "                                \"boundingBox\": [\n",
      "                                    509,\n",
      "                                    2045,\n",
      "                                    538,\n",
      "                                    2045,\n",
      "                                    537,\n",
      "                                    2072,\n",
      "                                    509,\n",
      "                                    2072\n",
      "                                ],\n",
      "                                \"text\": \"the\",\n",
      "                                \"confidence\": 0.987\n",
      "                            },\n",
      "                            {\n",
      "                                \"boundingBox\": [\n",
      "                                    543,\n",
      "                                    2045,\n",
      "                                    609,\n",
      "                                    2045,\n",
      "                                    609,\n",
      "                                    2072,\n",
      "                                    543,\n",
      "                                    2072\n",
      "                                ],\n",
      "                                \"text\": \"bottom\",\n",
      "                                \"confidence\": 0.983\n",
      "                            },\n",
      "                            {\n",
      "                                \"boundingBox\": [\n",
      "                                    615,\n",
      "                                    2045,\n",
      "                                    633,\n",
      "                                    2045,\n",
      "                                    632,\n",
      "                                    2072,\n",
      "                                    614,\n",
      "                                    2072\n",
      "                                ],\n",
      "                                \"text\": \"of\",\n",
      "                                \"confidence\": 0.988\n",
      "                            },\n",
      "                            {\n",
      "                                \"boundingBox\": [\n",
      "                                    638,\n",
      "                                    2045,\n",
      "                                    668,\n",
      "                                    2045,\n",
      "                                    668,\n",
      "                                    2073,\n",
      "                                    638,\n",
      "                                    2072\n",
      "                                ],\n",
      "                                \"text\": \"the\",\n",
      "                                \"confidence\": 0.986\n",
      "                            },\n",
      "                            {\n",
      "                                \"boundingBox\": [\n",
      "                                    674,\n",
      "                                    2045,\n",
      "                                    756,\n",
      "                                    2045,\n",
      "                                    756,\n",
      "                                    2073,\n",
      "                                    673,\n",
      "                                    2073\n",
      "                                ],\n",
      "                                \"text\": \"Atlantic\",\n",
      "                                \"confidence\": 0.981\n",
      "                            }\n",
      "                        ]\n",
      "                    },\n",
      "                    {\n",
      "                        \"boundingBox\": [\n",
      "                            471,\n",
      "                            2529,\n",
      "                            647,\n",
      "                            2528,\n",
      "                            647,\n",
      "                            2564,\n",
      "                            471,\n",
      "                            2565\n",
      "                        ],\n",
      "                        \"text\": \"RAT *-*\",\n",
      "                        \"words\": [\n",
      "                            {\n",
      "                                \"boundingBox\": [\n",
      "                                    473,\n",
      "                                    2530,\n",
      "                                    555,\n",
      "                                    2531,\n",
      "                                    553,\n",
      "                                    2565,\n",
      "                                    472,\n",
      "                                    2563\n",
      "                                ],\n",
      "                                \"text\": \"RAT\",\n",
      "                                \"confidence\": 0.623\n",
      "                            },\n",
      "                            {\n",
      "                                \"boundingBox\": [\n",
      "                                    561,\n",
      "                                    2531,\n",
      "                                    647,\n",
      "                                    2529,\n",
      "                                    645,\n",
      "                                    2565,\n",
      "                                    559,\n",
      "                                    2565\n",
      "                                ],\n",
      "                                \"text\": \"*-*\",\n",
      "                                \"confidence\": 0.291\n",
      "                            }\n",
      "                        ]\n",
      "                    },\n",
      "                    {\n",
      "                        \"boundingBox\": [\n",
      "                            425,\n",
      "                            2565,\n",
      "                            691,\n",
      "                            2565,\n",
      "                            691,\n",
      "                            2592,\n",
      "                            425,\n",
      "                            2593\n",
      "                        ],\n",
      "                        \"text\": \"just so we could be together.\",\n",
      "                        \"words\": [\n",
      "                            {\n",
      "                                \"boundingBox\": [\n",
      "                                    428,\n",
      "                                    2567,\n",
      "                                    461,\n",
      "                                    2567,\n",
      "                                    458,\n",
      "                                    2593,\n",
      "                                    425,\n",
      "                                    2593\n",
      "                                ],\n",
      "                                \"text\": \"just\",\n",
      "                                \"confidence\": 0.983\n",
      "                            },\n",
      "                            {\n",
      "                                \"boundingBox\": [\n",
      "                                    466,\n",
      "                                    2566,\n",
      "                                    487,\n",
      "                                    2566,\n",
      "                                    485,\n",
      "                                    2593,\n",
      "                                    464,\n",
      "                                    2593\n",
      "                                ],\n",
      "                                \"text\": \"so\",\n",
      "                                \"confidence\": 0.988\n",
      "                            },\n",
      "                            {\n",
      "                                \"boundingBox\": [\n",
      "                                    492,\n",
      "                                    2566,\n",
      "                                    516,\n",
      "                                    2566,\n",
      "                                    514,\n",
      "                                    2593,\n",
      "                                    490,\n",
      "                                    2593\n",
      "                                ],\n",
      "                                \"text\": \"we\",\n",
      "                                \"confidence\": 0.988\n",
      "                            },\n",
      "                            {\n",
      "                                \"boundingBox\": [\n",
      "                                    521,\n",
      "                                    2566,\n",
      "                                    571,\n",
      "                                    2565,\n",
      "                                    570,\n",
      "                                    2593,\n",
      "                                    519,\n",
      "                                    2593\n",
      "                                ],\n",
      "                                \"text\": \"could\",\n",
      "                                \"confidence\": 0.986\n",
      "                            },\n",
      "                            {\n",
      "                                \"boundingBox\": [\n",
      "                                    576,\n",
      "                                    2565,\n",
      "                                    599,\n",
      "                                    2565,\n",
      "                                    598,\n",
      "                                    2593,\n",
      "                                    575,\n",
      "                                    2593\n",
      "                                ],\n",
      "                                \"text\": \"be\",\n",
      "                                \"confidence\": 0.988\n",
      "                            },\n",
      "                            {\n",
      "                                \"boundingBox\": [\n",
      "                                    604,\n",
      "                                    2565,\n",
      "                                    692,\n",
      "                                    2565,\n",
      "                                    692,\n",
      "                                    2593,\n",
      "                                    603,\n",
      "                                    2593\n",
      "                                ],\n",
      "                                \"text\": \"together.\",\n",
      "                                \"confidence\": 0.957\n",
      "                            }\n",
      "                        ]\n",
      "                    },\n",
      "                    {\n",
      "                        \"boundingBox\": [\n",
      "                            455,\n",
      "                            3084,\n",
      "                            668,\n",
      "                            3085,\n",
      "                            668,\n",
      "                            3106,\n",
      "                            455,\n",
      "                            3105\n",
      "                        ],\n",
      "                        \"text\": \"Now, a love like that --\",\n",
      "                        \"words\": [\n",
      "                            {\n",
      "                                \"boundingBox\": [\n",
      "                                    458,\n",
      "                                    3087,\n",
      "                                    506,\n",
      "                                    3086,\n",
      "                                    506,\n",
      "                                    3105,\n",
      "                                    458,\n",
      "                                    3104\n",
      "                                ],\n",
      "                                \"text\": \"Now,\",\n",
      "                                \"confidence\": 0.984\n",
      "                            },\n",
      "                            {\n",
      "                                \"boundingBox\": [\n",
      "                                    509,\n",
      "                                    3086,\n",
      "                                    520,\n",
      "                                    3085,\n",
      "                                    521,\n",
      "                                    3105,\n",
      "                                    510,\n",
      "                                    3105\n",
      "                                ],\n",
      "                                \"text\": \"a\",\n",
      "                                \"confidence\": 0.987\n",
      "                            },\n",
      "                            {\n",
      "                                \"boundingBox\": [\n",
      "                                    524,\n",
      "                                    3085,\n",
      "                                    562,\n",
      "                                    3085,\n",
      "                                    563,\n",
      "                                    3106,\n",
      "                                    524,\n",
      "                                    3105\n",
      "                                ],\n",
      "                                \"text\": \"love\",\n",
      "                                \"confidence\": 0.986\n",
      "                            },\n",
      "                            {\n",
      "                                \"boundingBox\": [\n",
      "                                    566,\n",
      "                                    3085,\n",
      "                                    599,\n",
      "                                    3085,\n",
      "                                    599,\n",
      "                                    3106,\n",
      "                                    566,\n",
      "                                    3106\n",
      "                                ],\n",
      "                                \"text\": \"like\",\n",
      "                                \"confidence\": 0.987\n",
      "                            },\n",
      "                            {\n",
      "                                \"boundingBox\": [\n",
      "                                    602,\n",
      "                                    3085,\n",
      "                                    639,\n",
      "                                    3085,\n",
      "                                    640,\n",
      "                                    3106,\n",
      "                                    603,\n",
      "                                    3106\n",
      "                                ],\n",
      "                                \"text\": \"that\",\n",
      "                                \"confidence\": 0.987\n",
      "                            },\n",
      "                            {\n",
      "                                \"boundingBox\": [\n",
      "                                    643,\n",
      "                                    3085,\n",
      "                                    668,\n",
      "                                    3085,\n",
      "                                    669,\n",
      "                                    3107,\n",
      "                                    644,\n",
      "                                    3107\n",
      "                                ],\n",
      "                                \"text\": \"--\",\n",
      "                                \"confidence\": 0.952\n",
      "                            }\n",
      "                        ]\n",
      "                    },\n",
      "                    {\n",
      "                        \"boundingBox\": [\n",
      "                            422,\n",
      "                            3599,\n",
      "                            695,\n",
      "                            3599,\n",
      "                            695,\n",
      "                            3627,\n",
      "                            422,\n",
      "                            3628\n",
      "                        ],\n",
      "                        \"text\": \"that's stronger than any curse.\",\n",
      "                        \"words\": [\n",
      "                            {\n",
      "                                \"boundingBox\": [\n",
      "                                    423,\n",
      "                                    3600,\n",
      "                                    471,\n",
      "                                    3601,\n",
      "                                    471,\n",
      "                                    3628,\n",
      "                                    423,\n",
      "                                    3627\n",
      "                                ],\n",
      "                                \"text\": \"that's\",\n",
      "                                \"confidence\": 0.981\n",
      "                            },\n",
      "                            {\n",
      "                                \"boundingBox\": [\n",
      "                                    476,\n",
      "                                    3601,\n",
      "                                    550,\n",
      "                                    3601,\n",
      "                                    550,\n",
      "                                    3628,\n",
      "                                    476,\n",
      "                                    3628\n",
      "                                ],\n",
      "                                \"text\": \"stronger\",\n",
      "                                \"confidence\": 0.983\n",
      "                            },\n",
      "                            {\n",
      "                                \"boundingBox\": [\n",
      "                                    555,\n",
      "                                    3601,\n",
      "                                    595,\n",
      "                                    3601,\n",
      "                                    596,\n",
      "                                    3628,\n",
      "                                    555,\n",
      "                                    3628\n",
      "                                ],\n",
      "                                \"text\": \"than\",\n",
      "                                \"confidence\": 0.986\n",
      "                            },\n",
      "                            {\n",
      "                                \"boundingBox\": [\n",
      "                                    601,\n",
      "                                    3601,\n",
      "                                    632,\n",
      "                                    3601,\n",
      "                                    633,\n",
      "                                    3627,\n",
      "                                    601,\n",
      "                                    3628\n",
      "                                ],\n",
      "                                \"text\": \"any\",\n",
      "                                \"confidence\": 0.987\n",
      "                            },\n",
      "                            {\n",
      "                                \"boundingBox\": [\n",
      "                                    638,\n",
      "                                    3601,\n",
      "                                    694,\n",
      "                                    3601,\n",
      "                                    695,\n",
      "                                    3625,\n",
      "                                    638,\n",
      "                                    3627\n",
      "                                ],\n",
      "                                \"text\": \"curse.\",\n",
      "                                \"confidence\": 0.956\n",
      "                            }\n",
      "                        ]\n",
      "                    },\n",
      "                    {\n",
      "                        \"boundingBox\": [\n",
      "                            353,\n",
      "                            4118,\n",
      "                            775,\n",
      "                            4118,\n",
      "                            775,\n",
      "                            4149,\n",
      "                            353,\n",
      "                            4149\n",
      "                        ],\n",
      "                        \"text\": \"And you and I -- we are unstoppable together.\",\n",
      "                        \"words\": [\n",
      "                            {\n",
      "                                \"boundingBox\": [\n",
      "                                    355,\n",
      "                                    4119,\n",
      "                                    387,\n",
      "                                    4119,\n",
      "                                    386,\n",
      "                                    4148,\n",
      "                                    353,\n",
      "                                    4148\n",
      "                                ],\n",
      "                                \"text\": \"And\",\n",
      "                                \"confidence\": 0.986\n",
      "                            },\n",
      "                            {\n",
      "                                \"boundingBox\": [\n",
      "                                    392,\n",
      "                                    4119,\n",
      "                                    425,\n",
      "                                    4120,\n",
      "                                    424,\n",
      "                                    4149,\n",
      "                                    391,\n",
      "                                    4148\n",
      "                                ],\n",
      "                                \"text\": \"you\",\n",
      "                                \"confidence\": 0.987\n",
      "                            },\n",
      "                            {\n",
      "                                \"boundingBox\": [\n",
      "                                    430,\n",
      "                                    4120,\n",
      "                                    462,\n",
      "                                    4120,\n",
      "                                    461,\n",
      "                                    4149,\n",
      "                                    429,\n",
      "                                    4149\n",
      "                                ],\n",
      "                                \"text\": \"and\",\n",
      "                                \"confidence\": 0.987\n",
      "                            },\n",
      "                            {\n",
      "                                \"boundingBox\": [\n",
      "                                    468,\n",
      "                                    4120,\n",
      "                                    474,\n",
      "                                    4120,\n",
      "                                    473,\n",
      "                                    4149,\n",
      "                                    467,\n",
      "                                    4149\n",
      "                                ],\n",
      "                                \"text\": \"I\",\n",
      "                                \"confidence\": 0.924\n",
      "                            },\n",
      "                            {\n",
      "                                \"boundingBox\": [\n",
      "                                    479,\n",
      "                                    4120,\n",
      "                                    494,\n",
      "                                    4120,\n",
      "                                    494,\n",
      "                                    4149,\n",
      "                                    478,\n",
      "                                    4149\n",
      "                                ],\n",
      "                                \"text\": \"--\",\n",
      "                                \"confidence\": 0.952\n",
      "                            },\n",
      "                            {\n",
      "                                \"boundingBox\": [\n",
      "                                    500,\n",
      "                                    4120,\n",
      "                                    525,\n",
      "                                    4120,\n",
      "                                    524,\n",
      "                                    4149,\n",
      "                                    499,\n",
      "                                    4149\n",
      "                                ],\n",
      "                                \"text\": \"we\",\n",
      "                                \"confidence\": 0.987\n",
      "                            },\n",
      "                            {\n",
      "                                \"boundingBox\": [\n",
      "                                    530,\n",
      "                                    4120,\n",
      "                                    557,\n",
      "                                    4120,\n",
      "                                    556,\n",
      "                                    4150,\n",
      "                                    530,\n",
      "                                    4149\n",
      "                                ],\n",
      "                                \"text\": \"are\",\n",
      "                                \"confidence\": 0.987\n",
      "                            },\n",
      "                            {\n",
      "                                \"boundingBox\": [\n",
      "                                    563,\n",
      "                                    4120,\n",
      "                                    674,\n",
      "                                    4120,\n",
      "                                    674,\n",
      "                                    4149,\n",
      "                                    562,\n",
      "                                    4150\n",
      "                                ],\n",
      "                                \"text\": \"unstoppable\",\n",
      "                                \"confidence\": 0.975\n",
      "                            },\n",
      "                            {\n",
      "                                \"boundingBox\": [\n",
      "                                    680,\n",
      "                                    4119,\n",
      "                                    774,\n",
      "                                    4119,\n",
      "                                    774,\n",
      "                                    4148,\n",
      "                                    679,\n",
      "                                    4149\n",
      "                                ],\n",
      "                                \"text\": \"together.\",\n",
      "                                \"confidence\": 0.97\n",
      "                            }\n",
      "                        ]\n",
      "                    }\n",
      "                ]\n",
      "            }\n",
      "        ]\n",
      "    }\n",
      "}\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import json\n",
    "import os\n",
    "import sys\n",
    "import requests\n",
    "import time\n",
    "# If you are using a Jupyter notebook, uncomment the following line.\n",
    "# %matplotlib inline\n",
    "import matplotlib.pyplot as plt\n",
    "from matplotlib.patches import Polygon\n",
    "from PIL import Image\n",
    "from io import BytesIO\n",
    "\n",
    "missing_env = False\n",
    "# Add your Computer Vision subscription key and endpoint to your environment variables.\n",
    "# if 'COMPUTER_VISION_ENDPOINT' in os.environ:\n",
    "    # endpoint = os.environ['COMPUTER_VISION_ENDPOINT']\n",
    "# else:\n",
    "    # print(\"From Azure Cognitive Service, retrieve your endpoint and subscription key.\")\n",
    "   #  print(\"\\nSet the COMPUTER_VISION_ENDPOINT environment variable, such as \\\"https://westus2.api.cognitive.microsoft.com\\\".\\n\")\n",
    "   #  missing_env = True\n",
    "\n",
    "# if 'COMPUTER_VISION_SUBSCRIPTION_KEY' in os.environ:\n",
    "   #  subscription_key = os.environ['COMPUTER_VISION_SUBSCRIPTION_KEY']\n",
    "# else:\n",
    "   #  print(\"From Azure Cognitive Service, retrieve your endpoint and subscription key.\")\n",
    "   # print(\"\\nSet the COMPUTER_VISION_SUBSCRIPTION_KEY environment variable, such as \\\"1234567890abcdef1234567890abcdef\\\".\\n\")\n",
    "    #missing_env = True\n",
    "\n",
    "#if missing_env:\n",
    "   # print(\"**Restart your shell or IDE for changes to take effect.**\")\n",
    "   # sys.exit()\n",
    "\n",
    "text_recognition_url = \"https://hupeiqicomputer.cognitiveservices.azure.com/vision/v3.0/read/analyze\"\n",
    "\n",
    "# Set image_url to the URL of an image that you want to recognize.\n",
    "image_url = \"http://m.qpic.cn/psc?/V13AubRD2hkvIo/TmEUgtj9EK6.7V8ajmQrELu31CGN4oK9AMer5wafaVy3CU8uK2yGxr*bPmlvl1W3sL0*lfoIbDUXtVtkDX2KAx.lpPPZ4H6m.EKVOC0kfZo!/b&bo=OAQ6EgAAAAABFyQ!&rf=viewer_4\"\n",
    "subscription_key = \"39501764e7214066a0337c83579499d3\"\n",
    "headers = {'Ocp-Apim-Subscription-Key': subscription_key}\n",
    "data = {'url': image_url}\n",
    "response = requests.post(\n",
    "    text_recognition_url, headers=headers, json=data)\n",
    "response.raise_for_status()\n",
    "\n",
    "# Extracting text requires two API calls: One call to submit the\n",
    "# image for processing, the other to retrieve the text found in the image.\n",
    "\n",
    "# Holds the URI used to retrieve the recognized text.\n",
    "operation_url = response.headers[\"Operation-Location\"]\n",
    "\n",
    "# The recognized text isn't immediately available, so poll to wait for completion.\n",
    "analysis = {}\n",
    "poll = True\n",
    "while (poll):\n",
    "    response_final = requests.get(\n",
    "        response.headers[\"Operation-Location\"], headers=headers)\n",
    "    analysis = response_final.json()\n",
    "    \n",
    "    print(json.dumps(analysis, indent=4))\n",
    "\n",
    "    time.sleep(1)\n",
    "    if (\"analyzeResult\" in analysis):\n",
    "        poll = False\n",
    "    if (\"status\" in analysis and analysis['status'] == 'failed'):\n",
    "        poll = False\n",
    "\n",
    "polygons = []\n",
    "if (\"analyzeResult\" in analysis):\n",
    "    # Extract the recognized text, with bounding boxes.\n",
    "    polygons = [(line[\"boundingBox\"], line[\"text\"])\n",
    "                for line in analysis[\"analyzeResult\"][\"readResults\"][0][\"lines\"]]\n",
    "\n",
    "# Display the image and overlay it with the extracted text.\n",
    "image = Image.open(BytesIO(requests.get(image_url).content))\n",
    "ax = plt.imshow(image)\n",
    "for polygon in polygons:\n",
    "    vertices = [(polygon[0][i], polygon[0][i+1])\n",
    "                for i in range(0, len(polygon[0]), 2)]\n",
    "    text = polygon[1]\n",
    "    patch = Polygon(vertices, closed=True, fill=False, linewidth=2, color='y')\n",
    "    ax.axes.add_patch(patch)\n",
    "    plt.text(vertices[0][0], vertices[0][1], text, fontsize=20, va=\"top\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 提取手写文本"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{\n",
      "    \"status\": \"running\",\n",
      "    \"createdDateTime\": \"2020-10-24T14:06:23Z\",\n",
      "    \"lastUpdatedDateTime\": \"2020-10-24T14:06:23Z\"\n",
      "}\n",
      "{\n",
      "    \"status\": \"succeeded\",\n",
      "    \"createdDateTime\": \"2020-10-24T14:06:23Z\",\n",
      "    \"lastUpdatedDateTime\": \"2020-10-24T14:06:24Z\",\n",
      "    \"analyzeResult\": {\n",
      "        \"version\": \"3.0.0\",\n",
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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import json\n",
    "import os\n",
    "import sys\n",
    "import requests\n",
    "import time\n",
    "# If you are using a Jupyter notebook, uncomment the following line.\n",
    "# %matplotlib inline\n",
    "import matplotlib.pyplot as plt\n",
    "from matplotlib.patches import Polygon\n",
    "from PIL import Image\n",
    "from io import BytesIO\n",
    "\n",
    "missing_env = False\n",
    "# Add your Computer Vision subscription key and endpoint to your environment variables.\n",
    "# if 'COMPUTER_VISION_ENDPOINT' in os.environ:\n",
    "    # endpoint = os.environ['COMPUTER_VISION_ENDPOINT']\n",
    "# else:\n",
    "    # print(\"From Azure Cognitive Service, retrieve your endpoint and subscription key.\")\n",
    "   #  print(\"\\nSet the COMPUTER_VISION_ENDPOINT environment variable, such as \\\"https://westus2.api.cognitive.microsoft.com\\\".\\n\")\n",
    "   #  missing_env = True\n",
    "\n",
    "# if 'COMPUTER_VISION_SUBSCRIPTION_KEY' in os.environ:\n",
    "   #  subscription_key = os.environ['COMPUTER_VISION_SUBSCRIPTION_KEY']\n",
    "# else:\n",
    "   #  print(\"From Azure Cognitive Service, retrieve your endpoint and subscription key.\")\n",
    "   # print(\"\\nSet the COMPUTER_VISION_SUBSCRIPTION_KEY environment variable, such as \\\"1234567890abcdef1234567890abcdef\\\".\\n\")\n",
    "    #missing_env = True\n",
    "\n",
    "#if missing_env:\n",
    "   # print(\"**Restart your shell or IDE for changes to take effect.**\")\n",
    "   # sys.exit()\n",
    "\n",
    "text_recognition_url = \"https://hupeiqicomputer.cognitiveservices.azure.com/vision/v3.0/read/analyze\"\n",
    "\n",
    "# Set image_url to the URL of an image that you want to recognize.\n",
    "image_url = \"http://m.qpic.cn/psc?/V13AubRD2hkvIo/bqQfVz5yrrGYSXMvKr.cqVhoKZ8M6GIE9*asJYCj*YV6BJmTT3mNbUJrjisml6Soya6DIvqgu.eav8nWFK11RAgvOvPe6MeWzDPP499lM8o!/b&bo=OAQ4BAAAAAABByA!&rf=viewer_4\"\n",
    "subscription_key = \"39501764e7214066a0337c83579499d3\"\n",
    "headers = {'Ocp-Apim-Subscription-Key': subscription_key}\n",
    "data = {'url': image_url}\n",
    "response = requests.post(\n",
    "    text_recognition_url, headers=headers, json=data)\n",
    "response.raise_for_status()\n",
    "\n",
    "# Extracting text requires two API calls: One call to submit the\n",
    "# image for processing, the other to retrieve the text found in the image.\n",
    "\n",
    "# Holds the URI used to retrieve the recognized text.\n",
    "operation_url = response.headers[\"Operation-Location\"]\n",
    "\n",
    "# The recognized text isn't immediately available, so poll to wait for completion.\n",
    "analysis = {}\n",
    "poll = True\n",
    "while (poll):\n",
    "    response_final = requests.get(\n",
    "        response.headers[\"Operation-Location\"], headers=headers)\n",
    "    analysis = response_final.json()\n",
    "    \n",
    "    print(json.dumps(analysis, indent=4))\n",
    "\n",
    "    time.sleep(1)\n",
    "    if (\"analyzeResult\" in analysis):\n",
    "        poll = False\n",
    "    if (\"status\" in analysis and analysis['status'] == 'failed'):\n",
    "        poll = False\n",
    "\n",
    "polygons = []\n",
    "if (\"analyzeResult\" in analysis):\n",
    "    # Extract the recognized text, with bounding boxes.\n",
    "    polygons = [(line[\"boundingBox\"], line[\"text\"])\n",
    "                for line in analysis[\"analyzeResult\"][\"readResults\"][0][\"lines\"]]\n",
    "\n",
    "# Display the image and overlay it with the extracted text.\n",
    "image = Image.open(BytesIO(requests.get(image_url).content))\n",
    "ax = plt.imshow(image)\n",
    "for polygon in polygons:\n",
    "    vertices = [(polygon[0][i], polygon[0][i+1])\n",
    "                for i in range(0, len(polygon[0]), 2)]\n",
    "    text = polygon[1]\n",
    "    patch = Polygon(vertices, closed=True, fill=False, linewidth=2, color='y')\n",
    "    ax.axes.add_patch(patch)\n",
    "    plt.text(vertices[0][0], vertices[0][1], text, fontsize=20, va=\"top\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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